Yazar "Yıldız, Ceyhun" için listeleme
-
An improved residual-based convolutional neural network for very short-term wind power forecasting
Yıldız, Ceyhun; Açıkgöz, Hakan; Korkmaz, Deniz; Budak, Ümit (ELSEVIER, 2021)An accurate forecast of wind power is very important in terms of economic dispatch and the operation of power systems. However, effectively mitigating the risks arising from wind power in power system operations greatly ... -
A Novel Short-Term Photovoltaic Power Forecasting Approach based on Deep Convolutional Neural Network
Korkmaz, Deniz; Açıkgöz, Hakan; Yıldız, Ceyhun (2021)In this study, a novel photovoltaic power forecasting system that utilizes a deep Convolutional Neural Network (CNN) structure and an input signal decomposition algorithm is proposed. The proposed CNN architecture extracts ... -
WSFNet: An efficient wind speed forecasting model using channel attention-based densely connected convolutional neural network
Açıkgöz, Hakan; Budak, Ümit; Korkmaz, Deniz; Yıldız, Ceyhun (Elsevier, 2021)This paper introduces a novel deep neural network (WSFNet) to efficiently forecast multi-step ahead wind speed. WSFNet forms the basis of the stacked convolutional neural network (CNN) with dense connections of different ...